Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 452 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 74.3 KiB |
| Average record size in memory | 168.3 B |
Variable types
| CAT | 14 |
|---|---|
| NUM | 7 |
id.orig_h has constant value "452" | Constant |
local_orig has constant value "452" | Constant |
local_resp has constant value "452" | Constant |
label has constant value "452" | Constant |
duration has a high cardinality: 328 distinct values | High cardinality |
orig_ip_bytes is highly correlated with orig_pkts | High correlation |
orig_pkts is highly correlated with orig_ip_bytes | High correlation |
resp_ip_bytes is highly correlated with resp_pkts | High correlation |
resp_pkts is highly correlated with resp_ip_bytes | High correlation |
proto is highly correlated with id.resp_h and 3 other fields | High correlation |
id.resp_h is highly correlated with proto | High correlation |
orig_bytes is highly correlated with proto and 2 other fields | High correlation |
service is highly correlated with orig_bytes and 1 other fields | High correlation |
resp_bytes is highly correlated with proto and 1 other fields | High correlation |
conn_state is highly correlated with orig_bytes and 1 other fields | High correlation |
history is highly correlated with proto and 1 other fields | High correlation |
orig_ip_bytes is highly skewed (γ1 = 21.10297932) | Skewed |
resp_pkts is highly skewed (γ1 = 21.25341521) | Skewed |
resp_ip_bytes is highly skewed (γ1 = 21.13153196) | Skewed |
ts has unique values | Unique |
uid has unique values | Unique |
missed_bytes has 445 (98.5%) zeros | Zeros |
resp_pkts has 14 (3.1%) zeros | Zeros |
resp_ip_bytes has 14 (3.1%) zeros | Zeros |
Reproduction
| Analysis started | 2022-04-08 02:57:35.052096 |
|---|---|
| Analysis finished | 2022-04-08 02:57:43.222995 |
| Duration | 8.17 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 452 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 KiB |
| 1540469302.538640 | 1 |
|---|---|
| 1540519325.009016 | 1 |
| 1540523840.194421 | 1 |
| 1540523840.251867 | 1 |
| 1540522940.130301 | 1 |
| Other values (447) |
| Value | Count | Frequency (%) | |
| 1540469302.538640 | 1 | 0.2% | |
| 1540519325.009016 | 1 | 0.2% | |
| 1540523840.194421 | 1 | 0.2% | |
| 1540523840.251867 | 1 | 0.2% | |
| 1540522940.130301 | 1 | 0.2% | |
| 1540522940.187248 | 1 | 0.2% | |
| 1540522924.948932 | 1 | 0.2% | |
| 1540522924.947934 | 1 | 0.2% | |
| 1540522924.848239 | 1 | 0.2% | |
| 1540522924.791044 | 1 | 0.2% | |
| Other values (442) | 442 | 97.8% |
Frequencies of value counts
Unique
| Unique | 452 ? |
|---|---|
| Unique (%) | 100.0% |
Histogram of lengths of the category
Length
| Max length | 17 |
|---|---|
| Median length | 17 |
| Mean length | 17 |
| Min length | 17 |
| Distinct | 452 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 KiB |
| CGm6jB4dXK71ZDWUDh | 1 |
|---|---|
| C8k0ZJ3nN2F72zMFkk | 1 |
| CdYm3Z1mg8aMUUU5z8 | 1 |
| CbeaqN34EdECULHYvg | 1 |
| CfsVBw4Ck8w5UNxUBk | 1 |
| Other values (447) |
| Value | Count | Frequency (%) | |
| CGm6jB4dXK71ZDWUDh | 1 | 0.2% | |
| C8k0ZJ3nN2F72zMFkk | 1 | 0.2% | |
| CdYm3Z1mg8aMUUU5z8 | 1 | 0.2% | |
| CbeaqN34EdECULHYvg | 1 | 0.2% | |
| CfsVBw4Ck8w5UNxUBk | 1 | 0.2% | |
| CSrevYRCgCuOIGzh8 | 1 | 0.2% | |
| CCW3831vLWWHnpR768 | 1 | 0.2% | |
| CEJoxH3YHDX6tGKDRd | 1 | 0.2% | |
| Cu5sdC3zirq7VRrm7f | 1 | 0.2% | |
| CmH8Jx22E27bJRQZX8 | 1 | 0.2% | |
| Other values (442) | 442 | 97.8% |
Frequencies of value counts
Unique
| Unique | 452 ? |
|---|---|
| Unique (%) | 100.0% |
Histogram of lengths of the category
Length
| Max length | 18 |
|---|---|
| Median length | 18 |
| Mean length | 17.73672566 |
| Min length | 15 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 KiB |
| 192.168.1.132 |
|---|
| Value | Count | Frequency (%) | |
| 192.168.1.132 | 452 | 100.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 13 |
|---|---|
| Median length | 13 |
| Mean length | 13 |
| Min length | 13 |
id.orig_p
Real number (ℝ≥0)
| Distinct | 438 |
|---|---|
| Distinct (%) | 96.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48306.52212 |
|---|---|
| Minimum | 68 |
| Maximum | 60977 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 68 |
|---|---|
| 5-th percentile | 33787.85 |
| Q1 | 41905 |
| median | 52594 |
| Q3 | 56663.25 |
| 95-th percentile | 60642.25 |
| Maximum | 60977 |
| Range | 60909 |
| Interquartile range (IQR) | 14758.25 |
Descriptive statistics
| Standard deviation | 11877.4796 |
|---|---|
| Coefficient of variation (CV) | 0.2458773491 |
| Kurtosis | 5.425613441 |
| Mean | 48306.52212 |
| Median Absolute Deviation (MAD) | 5748 |
| Skewness | -2.006986542 |
| Sum | 21834548 |
| Variance | 141074521.7 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1900 | 13 | 2.9% | |
| 35128 | 2 | 0.4% | |
| 68 | 2 | 0.4% | |
| 40766 | 1 | 0.2% | |
| 53675 | 1 | 0.2% | |
| 34698 | 1 | 0.2% | |
| 53674 | 1 | 0.2% | |
| 55930 | 1 | 0.2% | |
| 58584 | 1 | 0.2% | |
| 36088 | 1 | 0.2% | |
| Other values (428) | 428 | 94.7% |
| Value | Count | Frequency (%) | |
| 68 | 2 | 0.4% | |
| 1900 | 13 | 2.9% | |
| 32812 | 1 | 0.2% | |
| 32893 | 1 | 0.2% | |
| 33185 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 60977 | 1 | 0.2% | |
| 60966 | 1 | 0.2% | |
| 60902 | 1 | 0.2% | |
| 60901 | 1 | 0.2% | |
| 60900 | 1 | 0.2% |
| Distinct | 15 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 KiB |
| 192.168.1.1 | |
|---|---|
| 2.16.60.82 | |
| 2.16.60.139 | |
| 216.239.35.12 | |
| 216.239.35.4 | |
| Other values (10) |
| Value | Count | Frequency (%) | |
| 192.168.1.1 | 193 | 42.7% | |
| 2.16.60.82 | 47 | 10.4% | |
| 2.16.60.139 | 39 | 8.6% | |
| 216.239.35.12 | 27 | 6.0% | |
| 216.239.35.4 | 26 | 5.8% | |
| 216.239.35.8 | 26 | 5.8% | |
| 216.239.35.0 | 25 | 5.5% | |
| 52.215.95.120 | 22 | 4.9% | |
| 52.209.221.67 | 21 | 4.6% | |
| 239.255.255.250 | 13 | 2.9% | |
| Other values (5) | 13 | 2.9% |
Frequencies of value counts
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | 0.7% |
Histogram of lengths of the category
Length
| Max length | 15 |
|---|---|
| Median length | 11 |
| Mean length | 11.54424779 |
| Min length | 10 |
id.resp_p
Real number (ℝ≥0)
| Distinct | 6 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 201.4446903 |
|---|---|
| Minimum | 53 |
| Maximum | 1900 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 53 |
|---|---|
| 5-th percentile | 53 |
| Q1 | 53 |
| median | 80 |
| Q3 | 123 |
| 95-th percentile | 443 |
| Maximum | 1900 |
| Range | 1847 |
| Interquartile range (IQR) | 70 |
Descriptive statistics
| Standard deviation | 327.3297246 |
|---|---|
| Coefficient of variation (CV) | 1.624911156 |
| Kurtosis | 18.23972042 |
| Mean | 201.4446903 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 4.074979924 |
| Sum | 91053 |
| Variance | 107144.7486 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) | |
| 53 | 191 | 42.3% | |
| 123 | 104 | 23.0% | |
| 443 | 88 | 19.5% | |
| 80 | 54 | 11.9% | |
| 1900 | 13 | 2.9% | |
| 67 | 2 | 0.4% |
| Value | Count | Frequency (%) | |
| 53 | 191 | 42.3% | |
| 67 | 2 | 0.4% | |
| 80 | 54 | 11.9% | |
| 123 | 104 | 23.0% | |
| 443 | 88 | 19.5% |
| Value | Count | Frequency (%) | |
| 1900 | 13 | 2.9% | |
| 443 | 88 | 19.5% | |
| 123 | 104 | 23.0% | |
| 80 | 54 | 11.9% | |
| 67 | 2 | 0.4% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 KiB |
| udp | |
|---|---|
| tcp |
| Value | Count | Frequency (%) | |
| udp | 310 | 68.6% | |
| tcp | 142 | 31.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 KiB |
| - | |
|---|---|
| dns | |
| http | |
| dhcp | 2 |
| Value | Count | Frequency (%) | |
| - | 205 | 45.4% | |
| dns | 191 | 42.3% | |
| http | 54 | 11.9% | |
| dhcp | 2 | 0.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 2.216814159 |
| Min length | 1 |
| Distinct | 328 |
|---|---|
| Distinct (%) | 72.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 KiB |
| 0.000499 | 17 |
|---|---|
| 0.000500 | 16 |
| 0.003497 | 14 |
| 0.011492 | 11 |
| 0.011493 | 8 |
| Other values (323) |
| Value | Count | Frequency (%) | |
| 0.000499 | 17 | 3.8% | |
| 0.000500 | 16 | 3.5% | |
| 0.003497 | 14 | 3.1% | |
| 0.011492 | 11 | 2.4% | |
| 0.011493 | 8 | 1.8% | |
| 0.003496 | 6 | 1.3% | |
| 0.000501 | 6 | 1.3% | |
| 0.000498 | 5 | 1.1% | |
| 0.000750 | 4 | 0.9% | |
| 0.003248 | 4 | 0.9% | |
| Other values (318) | 361 | 79.9% |
Frequencies of value counts
Unique
| Unique | 282 ? |
|---|---|
| Unique (%) | 62.4% |
Histogram of lengths of the category
Length
| Max length | 12 |
|---|---|
| Median length | 8 |
| Mean length | 8.061946903 |
| Min length | 1 |
| Distinct | 32 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 KiB |
| 48 | |
|---|---|
| 0 | |
| 34 | |
| 37 | |
| 1847 | |
| Other values (27) |
| Value | Count | Frequency (%) | |
| 48 | 103 | 22.8% | |
| 0 | 87 | 19.2% | |
| 34 | 87 | 19.2% | |
| 37 | 86 | 19.0% | |
| 1847 | 40 | 8.8% | |
| 41 | 12 | 2.7% | |
| 46 | 6 | 1.3% | |
| 1595 | 3 | 0.7% | |
| 3768 | 3 | 0.7% | |
| 1846 | 2 | 0.4% | |
| Other values (22) | 23 | 5.1% |
Frequencies of value counts
Unique
| Unique | 21 ? |
|---|---|
| Unique (%) | 4.6% |
Histogram of lengths of the category
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 2.130530973 |
| Min length | 1 |
| Distinct | 28 |
|---|---|
| Distinct (%) | 6.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 KiB |
| 48 | |
|---|---|
| 0 | |
| 297 | |
| 791 | |
| 100 | |
| Other values (23) |
| Value | Count | Frequency (%) | |
| 48 | 103 | 22.8% | |
| 0 | 100 | 22.1% | |
| 297 | 59 | 13.1% | |
| 791 | 22 | 4.9% | |
| 100 | 22 | 4.9% | |
| 132 | 22 | 4.9% | |
| 1539 | 21 | 4.6% | |
| 179 | 21 | 4.6% | |
| 442 | 21 | 4.6% | |
| 311 | 20 | 4.4% | |
| Other values (18) | 41 | 9.1% |
Frequencies of value counts
Unique
| Unique | 8 ? |
|---|---|
| Unique (%) | 1.8% |
Histogram of lengths of the category
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 2.365044248 |
| Min length | 1 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 KiB |
| SF | |
|---|---|
| S0 | 14 |
| RSTR | 1 |
| OTH | 1 |
| Value | Count | Frequency (%) | |
| SF | 436 | 96.5% | |
| S0 | 14 | 3.1% | |
| RSTR | 1 | 0.2% | |
| OTH | 1 | 0.2% |
Frequencies of value counts
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.4% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 2 |
| Mean length | 2.006637168 |
| Min length | 2 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 KiB |
| - |
|---|
| Value | Count | Frequency (%) | |
| - | 452 | 100.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 KiB |
| - |
|---|
| Value | Count | Frequency (%) | |
| - | 452 | 100.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct | 5 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.23230088 |
|---|---|
| Minimum | 0 |
| Maximum | 7363 |
| Zeros | 445 |
| Zeros (%) | 98.5% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 7363 |
| Range | 7363 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 440.0602524 |
|---|---|
| Coefficient of variation (CV) | 9.728893817 |
| Kurtosis | 188.8288646 |
| Mean | 45.23230088 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 12.8332795 |
| Sum | 20445 |
| Variance | 193653.0257 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=5)
| Value | Count | Frequency (%) | |
| 0 | 445 | 98.5% | |
| 1539 | 4 | 0.9% | |
| 4006 | 1 | 0.2% | |
| 2920 | 1 | 0.2% | |
| 7363 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 0 | 445 | 98.5% | |
| 1539 | 4 | 0.9% | |
| 2920 | 1 | 0.2% | |
| 4006 | 1 | 0.2% | |
| 7363 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 7363 | 1 | 0.2% | |
| 4006 | 1 | 0.2% | |
| 2920 | 1 | 0.2% | |
| 1539 | 4 | 0.9% | |
| 0 | 445 | 98.5% |
| Distinct | 14 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 KiB |
| Dd | |
|---|---|
| ShAFf | |
| ShADadfF | 23 |
| ShADadtfF | 18 |
| D | 14 |
| Other values (9) | 25 |
| Value | Count | Frequency (%) | |
| Dd | 296 | 65.5% | |
| ShAFf | 76 | 16.8% | |
| ShADadfF | 23 | 5.1% | |
| ShADadtfF | 18 | 4.0% | |
| D | 14 | 3.1% | |
| ShAFaf | 11 | 2.4% | |
| ShADacfgF | 4 | 0.9% | |
| ShADadFf | 3 | 0.7% | |
| ShADafdtF | 2 | 0.4% | |
| ShADacgdFf | 1 | 0.2% | |
| Other values (4) | 4 | 0.9% |
Frequencies of value counts
Unique
| Unique | 5 ? |
|---|---|
| Unique (%) | 1.1% |
Histogram of lengths of the category
Length
| Max length | 10 |
|---|---|
| Median length | 2 |
| Mean length | 3.35840708 |
| Min length | 1 |
| Distinct | 19 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.61061947 |
|---|---|
| Minimum | 1 |
| Maximum | 8124 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 7 |
| Maximum | 8124 |
| Range | 8123 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 412.0304476 |
|---|---|
| Coefficient of variation (CV) | 13.91495534 |
| Kurtosis | 340.4733873 |
| Mean | 29.61061947 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 17.99008783 |
| Sum | 13384 |
| Variance | 169769.0897 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) | |
| 1 | 297 | 65.7% | |
| 4 | 52 | 11.5% | |
| 5 | 35 | 7.7% | |
| 7 | 27 | 6.0% | |
| 6 | 23 | 5.1% | |
| 12 | 4 | 0.9% | |
| 8 | 2 | 0.4% | |
| 192 | 1 | 0.2% | |
| 90 | 1 | 0.2% | |
| 48 | 1 | 0.2% | |
| Other values (9) | 9 | 2.0% |
| Value | Count | Frequency (%) | |
| 1 | 297 | 65.7% | |
| 4 | 52 | 11.5% | |
| 5 | 35 | 7.7% | |
| 6 | 23 | 5.1% | |
| 7 | 27 | 6.0% |
| Value | Count | Frequency (%) | |
| 8124 | 1 | 0.2% | |
| 3291 | 1 | 0.2% | |
| 192 | 1 | 0.2% | |
| 186 | 1 | 0.2% | |
| 168 | 1 | 0.2% |
| Distinct | 37 |
|---|---|
| Distinct (%) | 8.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7543.911504 |
|---|---|
| Minimum | 62 |
| Maximum | 2778408 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 62 |
|---|---|
| 5-th percentile | 62 |
| Q1 | 65 |
| median | 76 |
| Q3 | 172 |
| 95-th percentile | 2151 |
| Maximum | 2778408 |
| Range | 2778346 |
| Interquartile range (IQR) | 107 |
Descriptive statistics
| Standard deviation | 130951.1101 |
|---|---|
| Coefficient of variation (CV) | 17.35851621 |
| Kurtosis | 447.4120307 |
| Mean | 7543.911504 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 21.10297932 |
| Sum | 3409848 |
| Variance | 1.714819325e+10 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=37)
| Value | Count | Frequency (%) | |
| 76 | 104 | 23.0% | |
| 62 | 87 | 19.2% | |
| 65 | 86 | 19.0% | |
| 172 | 52 | 11.5% | |
| 212 | 34 | 7.5% | |
| 2099 | 18 | 4.0% | |
| 69 | 12 | 2.7% | |
| 2139 | 12 | 2.7% | |
| 2151 | 10 | 2.2% | |
| 74 | 6 | 1.3% | |
| Other values (27) | 31 | 6.9% |
| Value | Count | Frequency (%) | |
| 62 | 87 | 19.2% | |
| 65 | 86 | 19.0% | |
| 69 | 12 | 2.7% | |
| 74 | 6 | 1.3% | |
| 76 | 104 | 23.0% |
| Value | Count | Frequency (%) | |
| 2778408 | 1 | 0.2% | |
| 157263 | 1 | 0.2% | |
| 65664 | 1 | 0.2% | |
| 63612 | 1 | 0.2% | |
| 57456 | 1 | 0.2% |
| Distinct | 12 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.805309735 |
|---|---|
| Minimum | 0 |
| Maximum | 2667 |
| Zeros | 14 |
| Zeros (%) | 3.1% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 7 |
| Maximum | 2667 |
| Range | 2667 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 125.3688029 |
|---|---|
| Coefficient of variation (CV) | 16.06198948 |
| Kurtosis | 451.8044618 |
| Mean | 7.805309735 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 21.25341521 |
| Sum | 3528 |
| Variance | 15717.33673 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) | |
| 1 | 296 | 65.5% | |
| 3 | 45 | 10.0% | |
| 2 | 42 | 9.3% | |
| 6 | 23 | 5.1% | |
| 7 | 20 | 4.4% | |
| 0 | 14 | 3.1% | |
| 5 | 6 | 1.3% | |
| 4 | 2 | 0.4% | |
| 12 | 1 | 0.2% | |
| 8 | 1 | 0.2% | |
| Other values (2) | 2 | 0.4% |
| Value | Count | Frequency (%) | |
| 0 | 14 | 3.1% | |
| 1 | 296 | 65.5% | |
| 2 | 42 | 9.3% | |
| 3 | 45 | 10.0% | |
| 4 | 2 | 0.4% |
| Value | Count | Frequency (%) | |
| 2667 | 1 | 0.2% | |
| 12 | 1 | 0.2% | |
| 10 | 1 | 0.2% | |
| 8 | 1 | 0.2% | |
| 7 | 20 | 4.4% |
| Distinct | 37 |
|---|---|
| Distinct (%) | 8.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 581.8517699 |
|---|---|
| Minimum | 0 |
| Maximum | 129675 |
| Zeros | 14 |
| Zeros (%) | 3.1% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 76 |
| Q1 | 76 |
| median | 144 |
| Q3 | 325 |
| 95-th percentile | 1043 |
| Maximum | 129675 |
| Range | 129675 |
| Interquartile range (IQR) | 249 |
Descriptive statistics
| Standard deviation | 6097.843503 |
|---|---|
| Coefficient of variation (CV) | 10.48006351 |
| Kurtosis | 448.3253249 |
| Mean | 581.8517699 |
| Median Absolute Deviation (MAD) | 68 |
| Skewness | 21.13153196 |
| Sum | 262997 |
| Variance | 37183695.39 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=37)
| Value | Count | Frequency (%) | |
| 76 | 103 | 22.8% | |
| 325 | 59 | 13.1% | |
| 92 | 42 | 9.3% | |
| 144 | 35 | 7.7% | |
| 128 | 22 | 4.9% | |
| 160 | 22 | 4.9% | |
| 207 | 21 | 4.6% | |
| 470 | 21 | 4.6% | |
| 339 | 20 | 4.4% | |
| 0 | 14 | 3.1% | |
| Other values (27) | 93 | 20.6% |
| Value | Count | Frequency (%) | |
| 0 | 14 | 3.1% | |
| 69 | 3 | 0.7% | |
| 76 | 103 | 22.8% | |
| 85 | 4 | 0.9% | |
| 92 | 42 | 9.3% |
| Value | Count | Frequency (%) | |
| 129675 | 1 | 0.2% | |
| 1831 | 8 | 1.8% | |
| 1823 | 9 | 2.0% | |
| 1755 | 1 | 0.2% | |
| 1429 | 1 | 0.2% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| ts | uid | id.orig_h | id.orig_p | id.resp_h | id.resp_p | proto | service | duration | orig_bytes | resp_bytes | conn_state | local_orig | local_resp | missed_bytes | history | orig_pkts | orig_ip_bytes | resp_pkts | resp_ip_bytes | label | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1540469302.538640 | CGm6jB4dXK71ZDWUDh | 192.168.1.132 | 58687.0 | 216.239.35.4 | 123.0 | udp | - | 0.114184 | 48 | 48 | SF | - | - | 0.0 | Dd | 1.0 | 76.0 | 1.0 | 76.0 | - benign - |
| 1 | 1540469197.400159 | CnaDAG3n5r8eiG4su2 | 192.168.1.132 | 1900.0 | 239.255.255.250 | 1900.0 | udp | - | 160.367579 | 7536 | 0 | S0 | - | - | 0.0 | D | 24.0 | 8208.0 | 0.0 | 0.0 | - benign - |
| 2 | 1540469385.734089 | CUrxU238nt0m6yTgKf | 192.168.1.132 | 32893.0 | 216.239.35.8 | 123.0 | udp | - | 0.016986 | 48 | 48 | SF | - | - | 0.0 | Dd | 1.0 | 76.0 | 1.0 | 76.0 | - benign - |
| 3 | 1540469831.302625 | CGQf8t1kjdxB5PHXL4 | 192.168.1.132 | 53395.0 | 2.16.60.82 | 443.0 | tcp | - | 0.003497 | 0 | 0 | SF | - | - | 0.0 | ShAFf | 5.0 | 212.0 | 3.0 | 144.0 | - benign - |
| 4 | 1540469831.265405 | CUo9DH2QDnCaBIGjkg | 192.168.1.132 | 52801.0 | 192.168.1.1 | 53.0 | udp | dns | 0.036724 | 34 | 311 | SF | - | - | 0.0 | Dd | 1.0 | 62.0 | 1.0 | 339.0 | - benign - |
| 5 | 1540469418.379528 | CAvXOZ3htimWEtglii | 192.168.1.132 | 1900.0 | 239.255.255.250 | 1900.0 | udp | - | 384.518261 | 15072 | 0 | S0 | - | - | 0.0 | D | 48.0 | 16416.0 | 0.0 | 0.0 | - benign - |
| 6 | 1540470081.850824 | CfJsUD2NGQvnK2p7Vd | 192.168.1.132 | 58124.0 | 216.239.35.12 | 123.0 | udp | - | 0.270332 | 48 | 48 | SF | - | - | 0.0 | Dd | 1.0 | 76.0 | 1.0 | 76.0 | - benign - |
| 7 | 1540470187.222098 | CVwKZS98dRvk1jeH2 | 192.168.1.132 | 35313.0 | 216.239.35.0 | 123.0 | udp | - | 0.111429 | 48 | 48 | SF | - | - | 0.0 | Dd | 1.0 | 76.0 | 1.0 | 76.0 | - benign - |
| 8 | 1540470355.430009 | CzbHG4aoHRooWvyMg | 192.168.1.132 | 46064.0 | 216.239.35.4 | 123.0 | udp | - | 0.114433 | 48 | 48 | SF | - | - | 0.0 | Dd | 1.0 | 76.0 | 1.0 | 76.0 | - benign - |
| 9 | 1540470419.608808 | CbTB0B2ZnnDWLAIml3 | 192.168.1.132 | 45230.0 | 216.239.35.8 | 123.0 | udp | - | 0.016984 | 48 | 48 | SF | - | - | 0.0 | Dd | 1.0 | 76.0 | 1.0 | 76.0 | - benign - |
Last rows
| ts | uid | id.orig_h | id.orig_p | id.resp_h | id.resp_p | proto | service | duration | orig_bytes | resp_bytes | conn_state | local_orig | local_resp | missed_bytes | history | orig_pkts | orig_ip_bytes | resp_pkts | resp_ip_bytes | label | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 442 | 1540546342.573531 | CXE9W73ARSXvekc7zl | 192.168.1.132 | 53721.0 | 2.16.60.82 | 443.0 | tcp | - | 0.011492 | 0 | 0 | SF | - | - | 0.0 | ShAFf | 4.0 | 172.0 | 2.0 | 92.0 | - benign - |
| 443 | 1540546342.514567 | CLmNqS1wVzSMQE0Ci6 | 192.168.1.132 | 38092.0 | 192.168.1.1 | 53.0 | udp | dns | 0.058485 | 34 | 311 | SF | - | - | 0.0 | Dd | 1.0 | 62.0 | 1.0 | 339.0 | - benign - |
| 444 | 1540546435.585552 | CRBVbs1mwnvbI8ZHjg | 192.168.1.132 | 58805.0 | 216.239.35.8 | 123.0 | udp | - | 0.016969 | 48 | 48 | SF | - | - | 0.0 | Dd | 1.0 | 76.0 | 1.0 | 76.0 | - benign - |
| 445 | 1540546651.702119 | C7eJcB3DaLYw7Knw09 | 192.168.1.132 | 55520.0 | 216.239.35.0 | 123.0 | udp | - | 0.109427 | 48 | 48 | SF | - | - | 0.0 | Dd | 1.0 | 76.0 | 1.0 | 76.0 | - benign - |
| 446 | 1540546960.912617 | CDjRbg4l3sbCPrEpmh | 192.168.1.132 | 35983.0 | 216.239.35.4 | 123.0 | udp | - | 0.116680 | 48 | 48 | SF | - | - | 0.0 | Dd | 1.0 | 76.0 | 1.0 | 76.0 | - benign - |
| 447 | 1540547242.647507 | CaITg437HfJAXTXZ44 | 192.168.1.132 | 53722.0 | 2.16.60.82 | 443.0 | tcp | - | 0.011493 | 0 | 0 | SF | - | - | 0.0 | ShAFf | 4.0 | 172.0 | 2.0 | 92.0 | - benign - |
| 448 | 1540547242.580300 | ChD10Y1fVGrFvMpD6g | 192.168.1.132 | 43799.0 | 192.168.1.1 | 53.0 | udp | dns | 0.066709 | 34 | 297 | SF | - | - | 0.0 | Dd | 1.0 | 62.0 | 1.0 | 325.0 | - benign - |
| 449 | 1540547904.130404 | Caxyou4MZpRXfDBG8h | 192.168.1.132 | 51285.0 | 216.239.35.12 | 123.0 | udp | - | 0.270107 | 48 | 48 | SF | - | - | 0.0 | Dd | 1.0 | 76.0 | 1.0 | 76.0 | - benign - |
| 450 | 1540469198.477548 | CkHQfG3B034MyvP3W | 192.168.1.132 | 37653.0 | 104.155.18.91 | 443.0 | tcp | - | 78840.329305 | 25624 | 22995 | OTH | - | - | 0.0 | AaDd | 3291.0 | 157263.0 | 2667.0 | 129675.0 | - benign - |
| 451 | 1540477674.054085 | ClZeN63S7LbgEs2ZNk | 192.168.1.132 | 1900.0 | 239.255.255.250 | 1900.0 | udp | - | 70334.105742 | 2550936 | 0 | S0 | - | - | 0.0 | D | 8124.0 | 2778408.0 | 0.0 | 0.0 | - benign - |